{"id":"W2766955897","doi":"10.1136/emermed-2017-207066","title":"Tackling the demand for emergency department services: there are no silver bullets","year":2017,"lang":"en","type":"letter","venue":"Emergency Medicine Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Emergency department; Medical emergency; Emergency medicine; Emergency medical services; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001418718,0.001152529,0.001777673,0.0002634734,0.002439145,0.00002785818,0.001266177,0.0008200491,0.05043409],"category_scores_gemma":[0.0008513707,0.0006419159,0.001247328,0.0002005895,0.0002503875,0.0001907747,0.0002058849,0.003741595,0.0002059666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633814,"about_ca_system_score_gemma":0.0002093682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007347389,"about_ca_topic_score_gemma":0.00007510415,"domain_scores_codex":[0.9937627,0.000208082,0.002187188,0.0008603515,0.001654715,0.001326992],"domain_scores_gemma":[0.9933267,0.0001375238,0.002494275,0.001456986,0.002231096,0.0003534188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001435746,0.00007225393,0.003194316,0.00219654,0.002136174,0.0002498802,0.0008505232,0.000003281273,0.00007670146,0.000004864427,0.9908963,0.0001756254],"study_design_scores_gemma":[0.001768483,0.0008224698,0.002423544,0.00277405,0.003015616,0.0005534088,0.0007293955,0.00003415958,0.00001399134,0.0005704091,0.9866306,0.0006638789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002736927,0.1099666,0.0002152946,0.7902923,0.04490034,0.002129906,0.000202898,0.00009908147,0.04945672],"genre_scores_gemma":[0.001726744,0.2027124,0.0001595677,0.09277786,0.2166429,0.0005635276,0.0008939797,0.0004994815,0.4840236],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6975144,"threshold_uncertainty_score":0.9996032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03313598300146734,"score_gpt":0.3268783509221687,"score_spread":0.2937423679207014,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}